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RSS feed and Duplicate Key

I recently built a mysql database that stores items from an rss feed. The issue is that once items are removed from the rss feed, the php deletes that item from the database--it updates the database without the missing item from the feed What examples might help to keep this from happening? My goal is to keep the function of on duplicate key (update), but store all items as well.